{"id":"W3128767820","doi":"10.1111/medu.14462","title":"Admissions experiences of aspiring physicians from low‐income backgrounds","year":2021,"lang":"en","type":"article","venue":"Medical Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Medical education; Identity (music); Qualitative research; Psychology; Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001504327,0.0001100191,0.0002800079,0.00006862539,0.00008408666,0.00001216879,0.0001286356,0.0001404786,0.06614997],"category_scores_gemma":[0.01536118,0.00009084235,0.0001042006,0.0004130361,0.0001264945,0.00007014681,0.00004453493,0.0002704923,0.0000603444],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005478602,"about_ca_system_score_gemma":0.01237515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006242876,"about_ca_topic_score_gemma":0.00000626796,"domain_scores_codex":[0.9982846,0.00007052303,0.0004057955,0.0002762256,0.0007786425,0.0001841461],"domain_scores_gemma":[0.9977397,0.0001679755,0.0001042349,0.0003564167,0.0002238502,0.001407762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001042572,0.01492653,0.01455116,0.0006549506,0.0002116042,0.00008025495,0.09331135,0.000001458374,0.02617377,0.002923917,0.2747473,0.5723135],"study_design_scores_gemma":[0.003418641,0.0003790029,0.1142951,0.01168278,0.0003628488,0.0001674907,0.3054117,0.001819329,0.07905173,0.001810211,0.4807827,0.0008184593],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534497,0.0007804006,0.0003689563,0.03659296,0.002059107,0.0001117428,0.000002519827,0.00004453673,0.00659013],"genre_scores_gemma":[0.9739512,0.0001054613,0.001930793,0.01792248,0.0007990611,0.0000597469,0.0001786656,0.00001433902,0.005038229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.571495,"threshold_uncertainty_score":0.9932238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01832212765652249,"score_gpt":0.3637015329898071,"score_spread":0.3453794053332846,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}